Flights and field data exploration
Anna Talucci
2/6/2020
Projections
WGS 84 need for gee
wgs_proj = "+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs "Equal Area projection for russia need for buffering hotspot data https://gis.stackexchange.com/questions/264093/projection-for-russia-map
+proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
ee_russia = "+proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0 "Field data
field_data = read.csv("../data/field/site_info_2018-2019.csv")head(field_data)## month day year region site burn_year up_flood transect plot
## 1 june 25 2018 Cherskiy CN 2001 Upland 1 -50
## 2 june 25 2018 Cherskiy CN 2001 Upland 1 -25
## 3 june 25 2018 Cherskiy CN 2001 Upland 1 25
## 4 june 25 2018 Cherskiy CN 2001 Upland 1 50
## 5 june 25 2018 Cherskiy CN 2001 Upland 1 75
## 6 june 25 2018 Cherskiy CN 2001 Upland 1 100
## book slope aspect char_percent photopoint_files longitude
## 1 Siberia_2018_1 4 160 0 y 161.4741
## 2 Siberia_2018_1 2 190 0 y 161.4744
## 3 Siberia_2018_1 0 flat 0 y 161.4746
## 4 Siberia_2018_1 0 flat 0 y 161.4748
## 5 Siberia_2018_1 0 flat 0 y 161.4750
## 6 Siberia_2018_1 14 0 0 y 161.4752
## latitude elevation
## 1 68.78183 46.02856
## 2 68.78200 46.98987
## 3 68.78242 47.47046
## 4 68.78263 47.23010
## 5 68.78283 45.30750
## 6 68.78304 44.34631
## location_notes
## 1 ran transect at 30 degree azimuth from unburned to burned forest
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## site_notes
## 1 <NA>
## 2 <NA>
## 3 25 m plot was transitional not completely in burned or unburned
## 4 50 m plot had a lot of standing water
## 5 <NA>
## 6 <NA>
## sampling_notes
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>field_data## month day year region site burn_year up_flood transect plot
## 1 june 25 2018 Cherskiy CN 2001 Upland 1 -50
## 2 june 25 2018 Cherskiy CN 2001 Upland 1 -25
## 3 june 25 2018 Cherskiy CN 2001 Upland 1 25
## 4 june 25 2018 Cherskiy CN 2001 Upland 1 50
## 5 june 25 2018 Cherskiy CN 2001 Upland 1 75
## 6 june 25 2018 Cherskiy CN 2001 Upland 1 100
## 7 june 25 2018 Cherskiy CN 2001 Upland 1 150
## 8 june 25 2018 Cherskiy CN 2001 Upland 1 200
## 9 june 29 2018 Cherskiy Gonzo 2001 Upland 1 -50
## 10 june 29 2018 Cherskiy Gonzo 2001 Upland 1 -25
## 11 june 29 2018 Cherskiy Gonzo 2001 Upland 1 25
## 12 june 29 2018 Cherskiy Gonzo 2001 Upland 1 50
## 13 june 29 2018 Cherskiy Gonzo 2001 Upland 1 75
## 14 june 29 2018 Cherskiy Gonzo 2001 Upland 1 100
## 15 june 29 2018 Cherskiy Gonzo 2001 Upland 1 150
## 16 june 29 2018 Cherskiy Gonzo 2001 Upland 1 200
## 17 june 29 2018 Cherskiy Gonzo 2001 Upland 2 -35
## 18 june 29 2018 Cherskiy Gonzo 2001 Upland 2 -15
## 19 june 29 2018 Cherskiy Gonzo 2001 Upland 2 25
## 20 june 29 2018 Cherskiy Gonzo 2001 Upland 2 50
## 21 june 29 2018 Cherskiy Gonzo 2001 Upland 2 75
## 22 june 29 2018 Cherskiy Gonzo 2001 Upland 2 100
## 23 june 29 2018 Cherskiy Gonzo 2001 Upland 2 150
## 24 june 29 2018 Cherskiy Gonzo 2001 Upland 2 200
## 25 june 30 2018 Cherskiy Gonzo 2001 Upland 3 -75
## 26 june 30 2018 Cherskiy Gonzo 2001 Upland 3 -50
## 27 june 30 2018 Cherskiy Gonzo 2001 Upland 3 25
## 28 june 30 2018 Cherskiy Gonzo 2001 Upland 3 50
## 29 june 30 2018 Cherskiy Gonzo 2001 Upland 3 75
## 30 june 30 2018 Cherskiy Gonzo 2001 Upland 3 100
## 31 june 30 2018 Cherskiy Gonzo 2001 Upland 3 150
## 32 june 30 2018 Cherskiy Gonzo 2001 Upland 3 200
## 33 june 30 2018 Cherskiy FU 2015 Floodplain 1 -35
## 34 june 30 2018 Cherskiy FU 2015 Floodplain 1 -15
## 35 july 1 2018 Cherskiy FU 2015 Floodplain 2 -60
## 36 july 1 2018 Cherskiy FU 2015 Floodplain 2 -35
## 37 july 1 2018 Cherskiy FU 2015 Floodplain 2 25
## 38 july 1 2018 Cherskiy FU 2015 Floodplain 2 50
## 39 july 1 2018 Cherskiy FU 2015 Floodplain 2 75
## 40 july 1 2018 Cherskiy FU 2015 Floodplain 2 100
## 41 july 1 2018 Cherskiy FU 2015 Floodplain 2 150
## 42 july 1 2018 Cherskiy FU 2015 Floodplain 2 200
## 43 july 1 2018 Cherskiy FU 2015 Floodplain 3 -50
## 44 july 1 2018 Cherskiy FU 2015 Floodplain 3 -25
## 45 july 1 2018 Cherskiy FU 2015 Floodplain 3 25
## 46 july 1 2018 Cherskiy FU 2015 Floodplain 3 50
## 47 july 1 2018 Cherskiy FU 2015 Floodplain 3 75
## 48 july 1 2018 Cherskiy FU 2015 Floodplain 3 100
## 49 july 1 2018 Cherskiy FU 2015 Floodplain 3 150
## 50 july 1 2018 Cherskiy FU 2015 Floodplain 3 200
## 51 july 2 2018 Cherskiy FOC 2015 Floodplain 1 -15a
## 52 july 2 2018 Cherskiy FOC 2015 Floodplain 1 -15b
## 53 july 2 2018 Cherskiy FOC 2015 Floodplain 1 25
## 54 july 2 2018 Cherskiy FOC 2015 Floodplain 1 50
## 55 july 2 2018 Cherskiy FOC 2015 Floodplain 1 75
## 56 july 2 2018 Cherskiy FOC 2015 Floodplain 1 100
## 57 july 2 2018 Cherskiy FOC 2015 Floodplain 1 150
## 58 july 2 2018 Cherskiy FOC 2015 Floodplain 1 200
## 59 july 2 2018 Cherskiy FOC 2015 Floodplain 2 -50
## 60 july 2 2018 Cherskiy FOC 2015 Floodplain 2 -25
## 61 july 2 2018 Cherskiy FOC 2015 Floodplain 2 25
## 62 july 2 2018 Cherskiy FOC 2015 Floodplain 2 50
## 63 july 2 2018 Cherskiy FOC 2015 Floodplain 2 75
## 64 july 2 2018 Cherskiy FOC 2015 Floodplain 2 100
## 65 july 2 2018 Cherskiy FOC 2015 Floodplain 2 150
## 66 july 2 2018 Cherskiy FOC 2015 Floodplain 2 200
## 67 july 3 2018 Cherskiy Shark 2010 Upland 1 -25a
## 68 july 3 2018 Cherskiy Shark 2010 Upland 1 -25b
## 69 july 3 2018 Cherskiy Shark 2010 Upland 1 25
## 70 july 3 2018 Cherskiy Shark 2010 Upland 1 50
## 71 july 3 2018 Cherskiy Shark 2010 Upland 1 75
## 72 july 3 2018 Cherskiy Shark 2010 Upland 1 100
## 73 july 3 2018 Cherskiy Shark 2010 Upland 2 -50
## 74 july 3 2018 Cherskiy Shark 2010 Upland 2 -25
## 75 july 3 2018 Cherskiy Shark 2010 Upland 2 25
## 76 july 3 2018 Cherskiy Shark 2010 Upland 2 50
## 77 july 3 2018 Cherskiy Shark 2010 Upland 3 -50
## 78 july 3 2018 Cherskiy Shark 2010 Upland 3 -25
## 79 july 3 2018 Cherskiy Shark 2010 Upland 3 25
## 80 july 3 2018 Cherskiy Shark 2010 Upland 3 50
## 81 july 3 2018 Cherskiy Shark 2010 Upland 3 75
## 82 july 3 2018 Cherskiy Shark 2010 Upland 3 100
## 83 july 3 2018 Cherskiy Shark 2010 Upland 3 150
## 84 july 3 2018 Cherskiy Shark 2010 Upland 3 200
## 85 july 3 2018 Cherskiy Shark 2010 Upland 3 300
## 86 july 3 2018 Cherskiy Shark 2010 Upland 3 400
## 87 july 8 2018 Cherskiy CN 2001 Upland 2 -60
## 88 july 8 2018 Cherskiy CN 2001 Upland 2 -35
## 89 july 8 2018 Cherskiy CN 2001 Upland 2 25
## 90 july 8 2018 Cherskiy CN 2001 Upland 2 50
## 91 july 8 2018 Cherskiy CN 2001 Upland 2 75
## 92 july 8 2018 Cherskiy CN 2001 Upland 2 100
## 93 july 8 2018 Cherskiy CN 2001 Upland 2 150
## 94 july 8 2018 Cherskiy CN 2001 Upland 2 200
## 95 july 8 2018 Cherskiy CN 2001 Upland 3 -50
## 96 july 8 2018 Cherskiy CN 2001 Upland 3 -25
## 97 july 8 2018 Cherskiy CN 2001 Upland 3 25
## 98 july 8 2018 Cherskiy CN 2001 Upland 3 50
## 99 july 8 2018 Cherskiy CN 2001 Upland 3 75
## 100 july 8 2018 Cherskiy CN 2001 Upland 3 100
## 101 july 8 2018 Cherskiy CN 2001 Upland 3 150
## 102 july 8 2018 Cherskiy CN 2001 Upland 3 200
## 103 july 14 2018 Yakutsk Duck 2002 Upland 1 0
## 104 july 14 2018 Yakutsk Duck 2002 Upland 1 25
## 105 july 14 2018 Yakutsk Duck 2002 Upland 1 50
## 106 july 14 2018 Yakutsk Duck 2002 Upland NA p1
## 107 july 14 2018 Yakutsk Duck 2002 Upland NA p2
## 108 july 14 2018 Yakutsk Duck 2002 Upland NA p3
## 109 july 14 2018 Yakutsk Duck 2002 Upland NA p4
## 110 july 15 2018 Yakutsk Duck 2002 Upland NA p5
## 111 july 15 2018 Yakutsk Duck 2002 Upland NA p6
## 112 july 15 2018 Yakutsk Duck 2002 Upland NA p7
## 113 july 15 2018 Yakutsk Duck 2002 Upland NA p8
## 114 july 15 2018 Yakutsk Duck 2002 Upland NA p9
## 115 july 15 2018 Yakutsk Duck 2002 Upland NA p10
## 116 july 15 2018 Yakutsk Duck 2002 Upland NA p11
## 117 july 15 2018 Yakutsk Duck 2002 Upland NA p12
## 118 july 16 2018 Yakutsk Duck 2002 Upland NA p13
## 119 july 16 2018 Yakutsk Duck 2002 Upland NA p14
## 120 july 16 2018 Yakutsk Duck 2002 Upland NA p15
## 121 july 16 2018 Yakutsk Duck 2002 Upland NA p16
## 122 july 16 2018 Yakutsk Duck 2002 Upland NA p17
## 123 july 16 2018 Yakutsk Duck 2002 Upland NA p18
## 124 july 16 2018 Yakutsk Duck 2002 Upland NA p19
## 125 july 16 2018 Yakutsk Duck 2002 Upland NA p20
## 126 july 16 2018 Yakutsk Duck 2002 Upland NA p21
## 127 july 16 2018 Yakutsk Duck 2002 Upland NA p22
## 128 june 9 2019 Yakutsk FRK 2002 Upland 1 -50
## 129 june 9 2019 Yakutsk FRK 2002 Upland 1 -25
## 130 june 9 2019 Yakutsk FRK 2002 Upland 1 25
## 131 june 10 2019 Yakutsk FRK 2002 Upland 1 50
## 132 june 10 2019 Yakutsk FRK 2002 Upland 1 75
## 133 june 10 2019 Yakutsk FRK 2002 Upland 1 100
## 134 june 10 2019 Yakutsk FRK 2002 Upland 1 150
## 135 june 10 2019 Yakutsk FRK 2002 Upland 1 200
## 136 june 10 2019 Yakutsk FRK 2002 Upland 2 -50
## 137 june 11 2019 Yakutsk Maya 2002 Upland 1 -50
## 138 june 11 2019 Yakutsk ROB 2002 Upland 1 -25
## 139 june 11 2019 Yakutsk ROB 2002 Upland 1 25
## 140 june 11 2019 Yakutsk ROB 2002 Upland 1 75
## 141 june 11 2019 Yakutsk ROB 2002 Upland 1 150
## 142 june 12 2019 Yakutsk Maya 2002 Upland 2 -25
## 143 june 12 2019 Yakutsk Maya 2002 Upland 2 25
## 144 june 12 2019 Yakutsk Maya 2002 Upland 2 75
## 145 june 12 2019 Yakutsk Maya 2002 Upland 2 150
## 146 june 12 2019 Yakutsk Maya 2002 Upland 3 -40
## 147 june 12 2019 Yakutsk Maya 2002 Upland 3 25
## 148 june 13 2019 Yakutsk Korova 2002 Upland 1 -25
## 149 june 13 2019 Yakutsk Korova 2002 Upland 1 25
## 150 june 13 2019 Yakutsk Korova 2002 Upland 1 75
## 151 june 13 2019 Yakutsk Korova 2002 Upland 1 150
## 152 june 14 2019 Yakutsk ROB 2002 Upland 2 -25
## 153 june 14 2019 Yakutsk ROB 2002 Upland 2 25
## 154 june 14 2019 Yakutsk ROB 2002 Upland 2 75
## 155 june 14 2019 Yakutsk ROB 2002 Upland 2 150
## 156 june 14 2019 Yakutsk ROB 2002 Upland 3 -25
## 157 june 14 2019 Yakutsk ROB 2002 Upland 3 25
## 158 june 14 2019 Yakutsk ROB 2002 Upland 3 75
## 159 june 14 2019 Yakutsk ROB 2002 Upland 3 150
## 160 june 15 2019 Yakutsk FRK 2002 Upland 3 -25
## 161 june 15 2019 Yakutsk FRK 2002 Upland 3 25
## 162 june 15 2019 Yakutsk FRK 2002 Upland 3 75
## 163 june 15 2019 Yakutsk FRK 2002 Upland 3 150
## 164 june 21 2019 Cherskiy Fish 1983 Upland 1 -50
## 165 june 22 2019 Cherskiy ANS 2003 Floodplain 1 -25a
## 166 june 22 2019 Cherskiy ANS 2003 Floodplain 1 -25b
## 167 june 22 2019 Cherskiy ANS 2003 Floodplain 1 25
## 168 june 22 2019 Cherskiy ANS 2003 Floodplain 1 50
## 169 june 22 2019 Cherskiy ANS 2003 Floodplain 1 75
## 170 june 22 2019 Cherskiy ANS 2003 Floodplain 1 100
## 171 june 22 2019 Cherskiy ANS 2003 Floodplain 1 150
## 172 june 22 2019 Cherskiy ANS 2003 Floodplain 1 250
## 173 june 23 2019 Cherskiy ANS 2003 Floodplain 2 -50
## 174 june 23 2019 Cherskiy ANS 2003 Floodplain 2 -25
## 175 june 23 2019 Cherskiy ANS 2003 Floodplain 2 25
## 176 june 23 2019 Cherskiy ANS 2003 Floodplain 2 50
## 177 june 23 2019 Cherskiy ANS 2003 Floodplain 2 75
## 178 june 23 2019 Cherskiy ANS 2003 Floodplain 2 100
## 179 june 23 2019 Cherskiy ANS 2003 Floodplain 2 150
## 180 june 23 2019 Cherskiy ANS 2003 Floodplain 2 200
## 181 june 23 2019 Cherskiy ANS 2003 Floodplain 3 -25b
## 182 june 23 2019 Cherskiy ANS 2003 Floodplain 3 -25a
## 183 june 23 2019 Cherskiy ANS 2003 Floodplain 3 25
## 184 june 23 2019 Cherskiy ANS 2003 Floodplain 3 50
## 185 june 23 2019 Cherskiy ANS 2003 Floodplain 3 75
## 186 june 23 2019 Cherskiy ANS 2003 Floodplain 3 100
## 187 june 23 2019 Cherskiy ANS 2003 Floodplain 3 150
## 188 june 23 2019 Cherskiy ANS 2003 Floodplain 3 200
## 189 june 24 2019 Cherskiy Alnus 1984 Floodplain 1 -50
## 190 june 24 2019 Cherskiy Alnus 1984 Floodplain 1 -25
## 191 june 24 2019 Cherskiy Alnus 1984 Floodplain 1 25
## 192 june 24 2019 Cherskiy Alnus 1984 Floodplain 1 50
## 193 june 24 2019 Cherskiy Alnus 1984 Floodplain 1 75
## 194 june 24 2019 Cherskiy Alnus 1984 Floodplain 1 100
## 195 june 24 2019 Cherskiy Alnus 1984 Floodplain 1 150
## 196 june 24 2019 Cherskiy Alnus 1984 Floodplain 1 200
## 197 june 25 2019 Cherskiy BP 1983 Upland 1 -25b
## 198 june 25 2019 Cherskiy BP 1983 Upland 1 -25a
## 199 june 25 2019 Cherskiy BP 1983 Upland 1 25
## 200 june 25 2019 Cherskiy BP 1983 Upland 1 50
## 201 june 25 2019 Cherskiy BP 1983 Upland 1 75
## 202 june 25 2019 Cherskiy BP 1983 Upland 1 100
## 203 june 25 2019 Cherskiy BP 1983 Upland 1 150
## 204 june 25 2019 Cherskiy BP 1983 Upland 1 200
## 205 june 25 2019 Cherskiy BP 1983 Upland 2 -25b
## 206 june 25 2019 Cherskiy BP 1983 Upland 2 -25a
## 207 june 25 2019 Cherskiy BP 1983 Upland 2 25
## 208 june 25 2019 Cherskiy BP 1983 Upland 2 50
## 209 june 25 2019 Cherskiy BP 1983 Upland 2 75
## 210 june 25 2019 Cherskiy BP 1983 Upland 2 100
## 211 june 25 2019 Cherskiy BP 1983 Upland 2 150
## 212 june 25 2019 Cherskiy BP 1983 Upland 2 200
## 213 july 2 2019 Cherskiy HR 1990 Upland 1 -50
## 214 july 2 2019 Cherskiy HR 1990 Upland 1 -20
## 215 july 2 2019 Cherskiy HR 1990 Upland 1 25
## 216 july 2 2019 Cherskiy HR 1990 Upland 1 50
## 217 july 2 2019 Cherskiy HR 1990 Upland 1 75
## 218 july 2 2019 Cherskiy HR 1990 Upland 1 100
## 219 july 2 2019 Cherskiy HR 1990 Upland 1 150
## 220 july 2 2019 Cherskiy HR 1990 Upland 1 200
## 221 july 2 2019 Cherskiy HR 1990 Upland 2 -50
## 222 july 2 2019 Cherskiy HR 1990 Upland 2 -25
## 223 july 2 2019 Cherskiy HR 1990 Upland 2 25
## 224 july 2 2019 Cherskiy HR 1990 Upland 2 50
## 225 july 2 2019 Cherskiy HR 1990 Upland 2 75
## 226 july 2 2019 Cherskiy HR 1990 Upland 2 100
## 227 july 2 2019 Cherskiy HR 1990 Upland 2 150
## 228 july 2 2019 Cherskiy HR 1990 Upland 2 200
## book slope aspect char_percent photopoint_files longitude
## 1 Siberia_2018_1 4 160 0 y 161.4741
## 2 Siberia_2018_1 2 190 0 y 161.4744
## 3 Siberia_2018_1 0 flat 0 y 161.4746
## 4 Siberia_2018_1 0 flat 0 y 161.4748
## 5 Siberia_2018_1 0 flat 0 y 161.4750
## 6 Siberia_2018_1 14 0 0 y 161.4752
## 7 Siberia_2018_1 11 0 0 y 161.4757
## 8 Siberia_2018_1 0 flat 0 y 161.4761
## 9 Siberia_2018_1 0 flat 0 y 154.9290
## 10 Siberia_2018_1 0 flat 0 y 154.9287
## 11 Siberia_2018_1 0 flat 10 y 154.9281
## 12 Siberia_2018_1 0 flat 5 y 154.9277
## 13 Siberia_2018_1 0 flat 5 y 154.9275
## 14 Siberia_2018_1 0 flat 0 y 154.9272
## 15 Siberia_2018_1 0 flat 0 y 154.9266
## 16 Siberia_2018_1 0 flat 0 y 154.9259
## 17 Siberia_2018_1 18 320 0 y 154.8899
## 18 Siberia_2018_1 18 320 0 y 154.8901
## 19 Siberia_2018_1 18 320 0 y 154.8908
## 20 Siberia_2018_1 19 320 NA y 154.8913
## 21 Siberia_2018_1 19 320 0 y 154.8918
## 22 Siberia_2018_1 18 320 0 y 154.8922
## 23 Siberia_2018_1 22 320 0 y 154.8931
## 24 Siberia_2018_1 19 320 0 y 154.8941
## 25 Siberia_2018_1 0 flat 0 y 155.1114
## 26 Siberia_2018_1 0 flat 0 y 155.1120
## 27 Siberia_2018_1 0 flat 0 y 155.1137
## 28 Siberia_2018_1 0 flat 0 y 155.1142
## 29 Siberia_2018_1 0 flat 0 y 155.1147
## 30 Siberia_2018_1 0 flat 0 y 155.1153
## 31 Siberia_2018_1 0 flat 0 y 155.1163
## 32 Siberia_2018_1 0 flat 0 y 155.1173
## 33 Siberia_2018_1 0 flat 0 y NA
## 34 Siberia_2018_1 0 flat 0 y NA
## 35 Siberia_2018_1 0 flat 0 y 155.4028
## 36 Siberia_2018_1 0 flat 0 y 155.4024
## 37 Siberia_2018_1 0 flat 5 y 155.4015
## 38 Siberia_2018_1 NA <NA> 20 y 155.4011
## 39 Siberia_2018_1 0 flat 0 y 155.4007
## 40 Siberia_2018_1 0 flat 0 y 155.4004
## 41 Siberia_2018_1 0 flat 0 y 155.3995
## 42 Siberia_2018_1 0 flat 0 y 155.3988
## 43 Siberia_2018_1 0 flat 0 y 155.3614
## 44 Siberia_2018_1 0 flat 0 y 155.3615
## 45 Siberia_2018_1 0 flat 0 y 155.3624
## 46 Siberia_2018_1 0 flat 0 y 155.3627
## 47 Siberia_2018_1 0 flat 0 y 155.3630
## 48 Siberia_2018_1 0 flat 0 y 155.3632
## 49 Siberia_2018_1 0 flat 0 y 155.3637
## 50 Siberia_2018_1 0 flat 0 y 155.3642
## 51 Siberia_2018_1 0 flat 0 y 156.3102
## 52 Siberia_2018_1 0 flat 0 y 156.3098
## 53 Siberia_2018_1 0 flat 5 y 156.3095
## 54 Siberia_2018_1 0 flat 0 y 156.3090
## 55 Siberia_2018_1 0 flat 0 y 156.3085
## 56 Siberia_2018_1 0 flat 3 y 156.3081
## 57 Siberia_2018_1 0 flat 3 y 156.3070
## 58 Siberia_2018_1 0 flat 0 y 156.3062
## 59 Siberia_2018_1 0 flat 0 y 156.3291
## 60 Siberia_2018_1 0 flat 0 y 156.3286
## 61 Siberia_2018_1 0 flat 0 y 156.3272
## 62 Siberia_2018_1 0 flat NA y 156.3267
## 63 Siberia_2018_1 0 flat 0 y 156.3261
## 64 Siberia_2018_1 0 flat 0 y 156.3255
## 65 Siberia_2018_1 0 flat 0 y 156.3245
## 66 Siberia_2018_1 0 flat 0 y 156.3235
## 67 Siberia_2018_1 26 34 0 y 156.9752
## 68 Siberia_2018_1 28 34 0 y 156.9754
## 69 Siberia_2018_1 16 34 2 y 156.9743
## 70 Siberia_2018_1 15 34 2 y 156.9738
## 71 Siberia_2018_1 15 34 2 n 156.9732
## 72 Siberia_2018_1 NA <NA> NA y 156.9727
## 73 Siberia_2018_1 13 42 0 y 156.9704
## 74 Siberia_2018_1 9 42 0 y 156.9707
## 75 Siberia_2018_1 14 24 0 y 156.9712
## 76 Siberia_2018_1 13 42 0 y 156.9715
## 77 Siberia_2018_1 4 4 0 n 156.9232
## 78 Siberia_2018_1 4 4 0 y 156.9237
## 79 Siberia_2018_1 6 4 NA y 156.9247
## 80 Siberia_2018_1 12 4 0 y 156.9253
## 81 Siberia_2018_1 12 4 0 y 156.9260
## 82 Siberia_2018_1 10 340 0 y 156.9266
## 83 Siberia_2018_1 10 0 0 y 156.9277
## 84 Siberia_2018_1 10 24 0 n 156.9289
## 85 Siberia_2018_1 0 flat 0 n 156.9311
## 86 Siberia_2018_1 0 flat 0 y 156.9334
## 87 Siberia_2018_1 26 230 0 y 161.4767
## 88 Siberia_2018_1 26 230 0 y 161.4773
## 89 Siberia_2018_1 12 212 0 y 161.4789
## 90 Siberia_2018_1 8 220 0 y 161.4796
## 91 Siberia_2018_1 11 240 0 y 161.4803
## 92 Siberia_2018_1 17 290 0 y 161.4810
## 93 Siberia_2018_1 0 flat 0 y 161.4824
## 94 Siberia_2018_1 19 120 0 y 161.4838
## 95 Siberia_2018_1 14 270 0 y 161.4983
## 96 Siberia_2018_1 10 270 NA y 161.4978
## 97 Siberia_2018_1 0 flat 0 y 161.4970
## 98 Siberia_2018_1 0 flat 0 y 161.4964
## 99 Siberia_2018_1 0 flat 0 y 161.4959
## 100 Siberia_2018_1 0 flat 0 y 161.4953
## 101 Siberia_2018_1 10 174 0 y 161.4943
## 102 Siberia_2018_1 7 190 0 y 161.4932
## 103 Yakutsk_2018_1 0 flat 0 y 129.6130
## 104 Yakutsk_2018_1 0 flat 0 y 129.6127
## 105 Yakutsk_2018_1 0 flat NA y 129.6125
## 106 Yakutsk_2018_1 0 flat 0 y 129.5768
## 107 Yakutsk_2018_1 0 flat 0 y 129.5704
## 108 Yakutsk_2018_1 0 flat 0 y 129.5668
## 109 Yakutsk_2018_1 0 flat 0 y 129.5846
## 110 Yakutsk_2018_1 8 210 0 y 129.5959
## 111 Yakutsk_2018_1 6 210 0 y 129.5922
## 112 Yakutsk_2018_1 8 208 0 y 129.5926
## 113 Yakutsk_2018_1 8 260 0 y 129.5866
## 114 Yakutsk_2018_1 5 0 0 y 129.5926
## 115 Yakutsk_2018_1 4 352 0 y 129.5869
## 116 Yakutsk_2018_1 0 flat 0 y 129.5683
## 117 Yakutsk_2018_1 0 flat 0 y 129.5735
## 118 Yakutsk_2018_1 0 flat 0 y 129.6149
## 119 Yakutsk_2018_1 0 flat 0 y 129.6154
## 120 Yakutsk_2018_1 0 flat 0 y 129.6188
## 121 Yakutsk_2018_1 NA <NA> 0 y 129.6177
## 122 Yakutsk_2018_1 0 flat 0 y 129.6172
## 123 Yakutsk_2018_1 0 flat 0 y 129.6249
## 124 Yakutsk_2018_1 0 flat 0 y 129.6225
## 125 Yakutsk_2018_1 0 flat 0 y 129.6206
## 126 Yakutsk_2018_1 0 flat 0 y 129.6261
## 127 Yakutsk_2018_1 0 flat 0 y 129.6280
## 128 Siberia_2019_1 0 flat 0 y 130.2335
## 129 Siberia_2019_1 0 flat 0 y 130.2339
## 130 Siberia_2019_1 0 flat 0 y 130.2348
## 131 Siberia_2019_1 0 flat 0 y 130.2353
## 132 Siberia_2019_1 0 flat 0 y 130.2357
## 133 Siberia_2019_1 0 flat 0 y 130.2362
## 134 Siberia_2019_1 0 flat 0 y 130.2371
## 135 Siberia_2019_1 0 flat 0 y 130.2381
## 136 Siberia_2019_1 0 flat 0 y 130.2538
## 137 Siberia_2019_1 0 flat 0 y NA
## 138 Siberia_2019_1 0 flat 0 y 130.4798
## 139 Siberia_2019_1 0 flat 0 y 130.4793
## 140 Siberia_2019_1 0 flat 0 y 130.4785
## 141 Siberia_2019_1 0 flat 0 y 130.4778
## 142 Siberia_2019_1 0 flat 0 y 130.1708
## 143 Siberia_2019_1 0 flat 0 y 130.1698
## 144 Siberia_2019_1 0 flat 0 y 130.1689
## 145 Siberia_2019_1 0 flat 0 y 130.1675
## 146 Siberia_2019_1 0 flat 0 y NA
## 147 Siberia_2019_1 0 flat 0 y 130.1325
## 148 Siberia_2019_1 6 346 0 y 131.8193
## 149 Siberia_2019_1 9 346 0 y 131.8201
## 150 Siberia_2019_1 14 346 0 y 131.8210
## 151 Siberia_2019_1 8 346 0 y 131.8222
## 152 Siberia_2019_1 0 flat 0 y 130.4242
## 153 Siberia_2019_1 0 flat 0 y 130.4247
## 154 Siberia_2019_1 0 flat 0 y 130.4254
## 155 Siberia_2019_1 0 flat 0 y 130.4261
## 156 Siberia_2019_1 0 flat 0 y 130.4106
## 157 Siberia_2019_1 0 flat 0 y 130.4114
## 158 Siberia_2019_1 0 flat 0 y 130.4122
## 159 Siberia_2019_1 0 flat 0 y 130.4135
## 160 Siberia_2019_1 0 flat 0 y 130.2463
## 161 Siberia_2019_1 0 flat 0 y 130.2453
## 162 Siberia_2019_1 0 flat 0 y 130.2445
## 163 Siberia_2019_1 0 flat 0 y 130.2430
## 164 Siberia_2019_5 NA <NA> 0 <NA> NA
## 165 Siberia_2019_5 0 flat 0 y 161.6843
## 166 Siberia_2019_5 0 flat 0 y 161.6838
## 167 Siberia_2019_5 0 flat 0 y 161.6834
## 168 Siberia_2019_5 0 flat 0 y 161.6835
## 169 Siberia_2019_5 0 flat 0 y 161.6835
## 170 Siberia_2019_5 0 flat 0 y 161.6836
## 171 Siberia_2019_5 0 flat 0 y 161.6836
## 172 Siberia_2019_5 0 flat 0 y 161.6840
## 173 Siberia_2019_5 0 flat 0 y 161.8981
## 174 Siberia_2019_5 0 flat 0 y 161.8982
## 175 Siberia_2019_5 0 flat 0 y 161.8990
## 176 Siberia_2019_5 0 flat 0 y 161.8993
## 177 Siberia_2019_5 0 flat 0 y 161.8997
## 178 Siberia_2019_5 0 flat 0 y 161.9000
## 179 Siberia_2019_5 0 flat 0 y 161.9006
## 180 Siberia_2019_5 0 flat 0 y 161.9014
## 181 Siberia_2019_5 0 flat 0 y 161.7715
## 182 Siberia_2019_5 0 flat 0 y 161.7714
## 183 Siberia_2019_5 0 flat 0 y 161.7723
## 184 Siberia_2019_5 0 flat 0 y 161.7729
## 185 Siberia_2019_5 0 flat 0 y 161.7733
## 186 Siberia_2019_5 NA <NA> NA y 161.7739
## 187 Siberia_2019_5 0 flat 0 y 161.7751
## 188 Siberia_2019_5 0 flat 0 y 161.7762
## 189 Siberia_2019_5 0 flat 0 y 161.3355
## 190 Siberia_2019_5 0 flat 0 y 161.3360
## 191 Siberia_2019_5 0 flat 0 y 161.3367
## 192 Siberia_2019_5 0 flat 0 y 161.3373
## 193 Siberia_2019_5 0 flat 0 y 161.3378
## 194 Siberia_2019_5 0 flat 0 y 161.3385
## 195 Siberia_2019_5 0 flat 0 y 161.3396
## 196 Siberia_2019_5 0 flat 0 y 161.3408
## 197 Siberia_2019_5 11 350 0 y 160.6480
## 198 Siberia_2019_5 11 5 0 y 160.6475
## 199 Siberia_2019_5 7 2 0 y 160.6466
## 200 Siberia_2019_5 4 2 0 y 160.6461
## 201 Siberia_2019_5 5 310 0 y 160.6456
## 202 Siberia_2019_5 2 343 0 y 160.6450
## 203 Siberia_2019_5 2 346 0 y 160.6442
## 204 Siberia_2019_5 0 flat 0 y 160.6431
## 205 Siberia_2019_5 4 13 0 y 160.6547
## 206 Siberia_2019_5 8 35 0 y 160.6542
## 207 Siberia_2019_5 2 355 0 y 160.6554
## 208 Siberia_2019_5 5 15 0 y 160.6561
## 209 Siberia_2019_5 6 346 0 y 160.6569
## 210 Siberia_2019_5 5 332 0 y 160.6575
## 211 Siberia_2019_5 6 357 0 y 160.6587
## 212 Siberia_2019_5 2 356 0 y 160.6600
## 213 Siberia_2019_8 0 flat 0 y 161.5359
## 214 Siberia_2019_8 0 flat 0 y 161.5361
## 215 Siberia_2019_8 0 flat 2 y 161.5366
## 216 Siberia_2019_8 0 flat 0 y 161.5368
## 217 Siberia_2019_8 0 flat 0 y 161.5371
## 218 Siberia_2019_8 0 flat 0 y 161.5373
## 219 Siberia_2019_8 0 flat 0 y 161.5376
## 220 Siberia_2019_8 0 flat 0 y 161.5380
## 221 Siberia_2019_8 0 flat 0 y 161.5282
## 222 Siberia_2019_8 0 flat 0 y 161.5290
## 223 Siberia_2019_8 0 flat 0 y 161.5304
## 224 Siberia_2019_8 0 flat 0 y 161.5310
## 225 Siberia_2019_8 0 flat 0 y 161.5318
## 226 Siberia_2019_8 0 flat 0 y 161.5326
## 227 Siberia_2019_8 0 flat 0 y 161.5338
## 228 Siberia_2019_8 0 flat 0 y 161.5350
## latitude elevation
## 1 68.78183 46.02856
## 2 68.78200 46.98987
## 3 68.78242 47.47046
## 4 68.78263 47.23010
## 5 68.78283 45.30750
## 6 68.78304 44.34631
## 7 68.78347 37.13635
## 8 68.78391 32.32983
## 9 67.52828 45.54785
## 10 67.52844 44.34631
## 11 67.52880 43.86548
## 12 67.52901 44.34631
## 13 67.52918 44.58655
## 14 67.52937 42.90417
## 15 67.52972 47.47046
## 16 67.53005 43.86548
## 17 67.55059 85.92285
## 18 67.55049 83.75989
## 19 67.55031 87.84546
## 20 67.55020 93.61340
## 21 67.55013 97.93933
## 22 67.54998 96.73767
## 23 67.54974 103.94751
## 24 67.54954 106.83130
## 25 67.61287 40.74121
## 26 67.61290 44.34631
## 27 67.61276 40.50098
## 28 67.61270 41.22192
## 29 67.61262 42.66382
## 30 67.61255 42.90417
## 31 67.61243 46.02856
## 32 67.61228 46.26892
## 33 NA NA
## 34 NA NA
## 35 67.65211 18.87146
## 36 67.65226 21.03442
## 37 67.65262 22.47632
## 38 67.65277 22.47632
## 39 67.65295 19.59241
## 40 67.65313 20.79407
## 41 67.65347 15.02625
## 42 67.65381 19.11182
## 43 67.64943 16.70850
## 44 67.64965 17.42957
## 45 67.65022 19.35217
## 46 67.65041 20.07312
## 47 67.65060 23.19739
## 48 67.65077 19.59241
## 49 67.65115 20.31335
## 50 67.65151 21.27478
## 51 67.76868 23.91833
## 52 67.76843 23.67798
## 53 67.76888 20.55371
## 54 67.76900 22.95703
## 55 67.76914 21.75537
## 56 67.76929 25.60059
## 57 67.76953 18.87146
## 58 67.76982 20.07312
## 59 67.77808 18.15051
## 60 67.77807 19.35217
## 61 67.77805 18.87146
## 62 67.77803 15.74719
## 63 67.77794 14.78589
## 64 67.77792 15.98755
## 65 67.77785 14.78589
## 66 67.77776 14.78589
## 67 67.99513 28.24426
## 68 67.99493 28.48462
## 69 67.99470 29.44592
## 70 67.99456 27.52319
## 71 67.99447 33.29114
## 72 67.99435 32.57019
## 73 67.99386 37.37671
## 74 67.99375 38.81860
## 75 67.99336 32.57019
## 76 67.99322 41.70251
## 77 67.99312 35.69434
## 78 67.99309 40.02026
## 79 67.99305 37.61694
## 80 67.99302 34.97339
## 81 67.99298 36.65576
## 82 67.99293 36.89600
## 83 67.99281 40.50098
## 84 67.99273 37.37671
## 85 67.99257 41.70251
## 86 67.99242 44.58655
## 87 68.78813 40.74121
## 88 68.78810 42.18323
## 89 68.78795 43.62512
## 90 68.78792 43.14453
## 91 68.78784 44.10596
## 92 68.78780 46.98987
## 93 68.78773 50.11414
## 94 68.78763 47.23010
## 95 68.78666 41.22192
## 96 68.78674 40.74121
## 97 68.78695 35.69434
## 98 68.78710 35.69434
## 99 68.78722 35.45410
## 100 68.78739 36.89600
## 101 68.78768 39.05896
## 102 68.78793 39.05896
## 103 62.21587 205.56189
## 104 62.21571 236.45392
## 105 62.21565 205.54500
## 106 62.23061 204.00000
## 107 62.23087 207.00000
## 108 62.23002 209.00000
## 109 62.23347 215.00000
## 110 62.23214 222.00000
## 111 62.23222 219.00000
## 112 62.23166 217.00000
## 113 62.23397 217.00000
## 114 62.23166 217.00000
## 115 62.23446 209.00000
## 116 62.22967 212.00000
## 117 62.23070 208.00000
## 118 62.22748 218.04898
## 119 62.22711 216.43512
## 120 62.22543 212.45905
## 121 62.22445 NA
## 122 62.22573 211.64201
## 123 62.22511 211.21050
## 124 62.22481 213.31155
## 125 62.22316 212.99359
## 126 62.22223 210.92920
## 127 62.22166 210.70898
## 128 61.82019 NA
## 129 61.82024 NA
## 130 61.82039 NA
## 131 61.82046 NA
## 132 61.82050 NA
## 133 61.82058 NA
## 134 61.82066 NA
## 135 61.82077 NA
## 136 61.81941 NA
## 137 NA NA
## 138 61.87270 NA
## 139 61.87308 NA
## 140 61.87347 NA
## 141 61.87409 NA
## 142 61.95553 NA
## 143 61.95543 NA
## 144 61.95528 NA
## 145 61.95503 NA
## 146 NA NA
## 147 61.96686 NA
## 148 61.99755 NA
## 149 61.99731 NA
## 150 61.99706 NA
## 151 61.99669 NA
## 152 61.85087 NA
## 153 61.85127 NA
## 154 61.85182 NA
## 155 61.85239 NA
## 156 61.85692 NA
## 157 61.85709 NA
## 158 61.85722 NA
## 159 61.85747 NA
## 160 61.84203 NA
## 161 61.84199 NA
## 162 61.84200 NA
## 163 61.84206 NA
## 164 NA NA
## 165 67.86025 NA
## 166 67.86031 NA
## 167 67.86063 NA
## 168 67.86085 NA
## 169 67.86110 NA
## 170 67.86134 NA
## 171 67.86183 NA
## 172 67.86304 NA
## 173 67.81182 NA
## 174 67.81192 NA
## 175 67.81217 NA
## 176 67.81233 NA
## 177 67.81251 NA
## 178 67.81268 NA
## 179 67.81302 NA
## 180 67.81333 NA
## 181 67.81387 NA
## 182 67.81407 NA
## 183 67.81434 NA
## 184 67.81443 NA
## 185 67.81450 NA
## 186 67.81456 NA
## 187 67.81475 NA
## 188 67.81501 NA
## 189 68.10885 NA
## 190 68.10882 NA
## 191 68.10880 NA
## 192 68.10886 NA
## 193 68.10891 NA
## 194 68.10894 NA
## 195 68.10899 NA
## 196 68.10905 NA
## 197 68.32186 NA
## 198 68.32186 NA
## 199 68.32144 NA
## 200 68.32126 NA
## 201 68.32110 NA
## 202 68.32090 NA
## 203 68.32057 NA
## 204 68.32026 NA
## 205 68.32307 NA
## 206 68.32298 NA
## 207 68.32288 NA
## 208 68.32287 NA
## 209 68.32283 NA
## 210 68.32282 NA
## 211 68.32272 NA
## 212 68.32268 NA
## 213 68.75287 NA
## 214 68.75256 NA
## 215 68.75219 NA
## 216 68.75200 NA
## 217 68.75177 NA
## 218 68.75156 NA
## 219 68.75121 NA
## 220 68.75087 NA
## 221 68.74868 NA
## 222 68.74866 NA
## 223 68.74861 NA
## 224 68.74859 NA
## 225 68.74856 NA
## 226 68.74855 NA
## 227 68.74854 NA
## 228 68.74851 NA
## location_notes
## 1 ran transect at 30 degree azimuth from unburned to burned forest
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 <NA>
## 8 <NA>
## 9 <NA>
## 10 <NA>
## 11 <NA>
## 12 <NA>
## 13 <NA>
## 14 <NA>
## 15 <NA>
## 16 <NA>
## 17 Gonzo T2 unburned transects at -35m and -15m because unburned area was not very big
## 18 Gonzo T2 unburned transects at -35m and -15m because unburned area was not very big
## 19 <NA>
## 20 <NA>
## 21 <NA>
## 22 <NA>
## 23 <NA>
## 24 <NA>
## 25 Transect ran at 120 degrees; started transect at -75 and -50m to avoid thick alder at burn edge
## 26 Transect ran at 120 degrees; started transect at -75 and -50m to avoid thick alder at burn edge
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 very difficult to walk because of deep silt from river. This area was recently heavily flooded with deep silt/sediment. Thaw depth is off because of extra sediment from flood, veg is off because we can not see below the sediment. Stopped after unburned areas. Both -35 and -15 plots run NE-SW direction to avoid burned area (small patch of unburned).
## 34 decided not to sample further because sediment will prevent us from answering our questions. This area was recently heavily flooded with deep silt/sediment. Thaw depth is off because of extra sediment from flood, veg is off because we can not see below the sediment. Stopped after unburned areas. Both -35 and -15 plots run NE-SW direction to avoid burned area (small patch of unburned)
## 35 <NA>
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 <NA>
## 43 <NA>
## 44 <NA>
## 45 <NA>
## 46 <NA>
## 47 <NA>
## 48 <NA>
## 49 <NA>
## 50 <NA>
## 51 FOC T1 located -15m from burn edge. not enough room to go back farther. so -15b is located paralell to river /burn area, also -15 m from burn edge.
## 52 FOC T1 located -15m from burn edge. not enough room to go back farther. so -15b is located paralell to river /burn area, also -15 m from burn edge.
## 53 <NA>
## 54 <NA>
## 55 <NA>
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 <NA>
## 62 <NA>
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 <NA>
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 <NA>
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## 79 <NA>
## 80 <NA>
## 81 <NA>
## 82 <NA>
## 83 <NA>
## 84 <NA>
## 85 <NA>
## 86 <NA>
## 87 Transect at 110 degrees
## 88 Transect at 110 degrees
## 89 Transect at 110 degrees
## 90 Transect at 110 degrees
## 91 Transect at 110 degrees
## 92 Transect at 110 degrees
## 93 Transect at 110 degrees
## 94 Transect at 110 degrees
## 95 <NA>
## 96 <NA>
## 97 <NA>
## 98 <NA>
## 99 <NA>
## 100 <NA>
## 101 <NA>
## 102 <NA>
## 103 Transect Ran at 248 degrees
## 104 Transect Ran at 248 degrees
## 105 Transect Ran at 248 degrees
## 106 <NA>
## 107 <NA>
## 108 <NA>
## 109 <NA>
## 110 <NA>
## 111 <NA>
## 112 <NA>
## 113 <NA>
## 114 <NA>
## 115 <NA>
## 116 <NA>
## 117 <NA>
## 118 <NA>
## 119 <NA>
## 120 <NA>
## 121 <NA>
## 122 <NA>
## 123 <NA>
## 124 <NA>
## 125 <NA>
## 126 <NA>
## 127 <NA>
## 128 "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 129 "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 130 "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 131 "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 132 "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 133 "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 134 "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 135 "FRK" stands for "Frankenburn." Transect heading 85 degrees.
## 136 "FRK" stands for "Frankenburn"; transect heading 0 deg (magnetic)
## 137 transect heading at 220 degrees; no lat or long coordinates recorded because we did not complete sampling at this location. We do have the lat and long for plot 0 along this transect; plot 0 Latitude = 61.89726; plot 0 Longitude = 130.09243
## 138 ROB stands for Roburnson. Transect heading 350 degrees
## 139 ROB stands for Roburnson. Transect heading 350 degrees
## 140 ROB stands for Roburnson. Transect heading 350 degrees
## 141 ROB stands for Roburnson. Transect heading 350 degrees
## 142 transect heading not recorded
## 143 transect heading not recorded
## 144 transect heading not recorded
## 145 transect heading not recorded
## 146 Transect heading 220 degrees. Went to -40m for unburned plot because road was between unburned and burned. No lat or long coordinates recorded due to surveyor error. We do have the lat and long for plot 0 along this transect; plot 0 Latitude = 61.96702; plot 0 Longitude = 130.13257
## 147 Transect heading 220 degrees. Stopped sampling after two plots because of time; did not return to finish site because we think it might have been a reburn area.
## 148 transect heading 140 degrees
## 149 transect heading 140 degrees
## 150 transect heading 140 degrees
## 151 transect heading 140 degrees
## 152 transect heading 50 degrees; parked in alas; some muddy spots coming in
## 153 transect heading 50 degrees
## 154 transect heading 50 degrees
## 155 transect heading 50 degrees
## 156 transect heading not recorded
## 157 transect heading not recorded
## 158 transect heading not recorded
## 159 transect heading not recorded
## 160 transect heading 290 degrees
## 161 transect heading 290 degrees
## 162 transect heading 290 degrees
## 163 transect heading 290 degrees
## 164 transect heading 318 degrees; No lat or long coordinates recorded because we did not complete sampling at this location. We do have lat and long for an Access Point along the Annui: Latitude = 160.90211; Longitude = 68.23757
## 165 ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 166 ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 167 ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 168 ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 169 ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 170 ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 171 ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 172 ANS stands for Annui South; there was some sampling done here in 2017 as well. Transect heading at 16 degrees
## 173 transect heading not recorded
## 174 transect heading not recorded
## 175 transect heading not recorded
## 176 transect heading not recorded
## 177 transect heading not recorded
## 178 transect heading not recorded
## 179 transect heading not recorded
## 180 transect heading not recorded
## 181 transect heading at 80 degrees
## 182 transect heading at 80 degrees
## 183 transect heading at 80 degrees
## 184 transect heading at 80 degrees
## 185 transect heading at 80 degrees
## 186 transect heading at 80 degrees
## 187 transect heading at 80 degrees
## 188 transect heading at 80 degrees
## 189 transect heading at 95 degrees
## 190 transect heading at 95 degrees
## 191 transect heading at 95 degrees
## 192 transect heading at 95 degrees
## 193 transect heading at 95 degrees
## 194 transect heading at 95 degrees
## 195 transect heading at 95 degrees
## 196 transect heading at 95 degrees
## 197 BP stands for broken propeller. Transect heading at 240 degrees.
## 198 BP stands for broken propeller. Transect heading at 240 degrees.
## 199 BP stands for broken propeller. Transect heading at 240 degrees.
## 200 BP stands for broken propeller. Transect heading at 240 degrees.
## 201 BP stands for broken propeller. Transect heading at 240 degrees.
## 202 BP stands for broken propeller. Transect heading at 240 degrees.
## 203 BP stands for broken propeller. Transect heading at 240 degrees.
## 204 BP stands for broken propeller. Transect heading at 240 degrees.
## 205 BP stands for broken propeller. Transect heading at 105 degrees.
## 206 BP stands for broken propeller. Transect heading at 105 degrees.
## 207 BP stands for broken propeller. Transect heading at 105 degrees.
## 208 BP stands for broken propeller. Transect heading at 105 degrees.
## 209 BP stands for broken propeller. Transect heading at 105 degrees.
## 210 BP stands for broken propeller. Transect heading at 105 degrees.
## 211 BP stands for broken propeller. Transect heading at 105 degrees.
## 212 BP stands for broken propeller. Transect heading at 105 degrees.
## 213 HR stands for Hot Rod(inka); transect heading not recorded
## 214 HR stands for Hot Rod(inka); transect heading not recorded
## 215 HR stands for Hot Rod(inka); transect heading not recorded
## 216 HR stands for Hot Rod(inka); transect heading not recorded
## 217 HR stands for Hot Rod(inka); transect heading not recorded
## 218 HR stands for Hot Rod(inka); transect heading not recorded
## 219 HR stands for Hot Rod(inka); transect heading not recorded
## 220 HR stands for Hot Rod(inka); transect heading not recorded
## 221 HR stands for Hot Rod(inka); transect heading not recorded
## 222 HR stands for Hot Rod(inka); transect heading not recorded
## 223 HR stands for Hot Rod(inka); transect heading not recorded
## 224 HR stands for Hot Rod(inka); transect heading not recorded
## 225 HR stands for Hot Rod(inka); transect heading not recorded
## 226 HR stands for Hot Rod(inka); transect heading not recorded
## 227 HR stands for Hot Rod(inka); transect heading not recorded
## 228 HR stands for Hot Rod(inka); transect heading not recorded
## site_notes
## 1 <NA>
## 2 <NA>
## 3 25 m plot was transitional not completely in burned or unburned
## 4 50 m plot had a lot of standing water
## 5 <NA>
## 6 <NA>
## 7 <NA>
## 8 <NA>
## 9 Many dead and down trees from previous stands. In unburned area, obvious that there was a fire before the 2001 fire, so this may be fire on top of fires in the same areas. Lots of larch litter in unburned area.
## 10 if tree has crown severity it was from previous stand and standing. Could not get crown severity on downed trees from previous stand because too decomposed
## 11 Nikita collected one cookie from previous stand and two cookies from more recent burn
## 12 crown severity on trees for ps, previous stand, is an estimate. sometimes hard to tell. Nikita collected one cookie from previous stand and two cookies from more recent burn.
## 13 Nikita collected one cookie from previous stand and two cookies from more recent burn
## 14 Nikita collected one cookie from previous stand and two cookies from more recent burn
## 15 Nikita collected one cookie from previous stand and two cookies from more recent burn
## 16 Nikita collected one cookie from previous stand and two cookies from more recent burn
## 17 <NA>
## 18 <NA>
## 19 <NA>
## 20 <NA>
## 21 <NA>
## 22 <NA>
## 23 most ps in this transect had tops snapped off
## 24 <NA>
## 25 <NA>
## 26 small larch appear to be sprouts from older trees (layering?), not new recruits
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 probably impossible to detect fire effects because of high silt deposits. Cant take soils, see woody debris, or see regeneration.
## 34 <NA>
## 35 open and mossy area with many recruits and few shrubs
## 36 <NA>
## 37 FU transect 2 had patchy burning overall
## 38 FU transect 2 had patchy burning overall
## 39 FU transect 2 had patchy burning overall
## 40 FU transect 2 had patchy burning overall
## 41 FU transect 2 had patchy burning overall
## 42 plot 200 had a sediment layer from flooding (though less sediment that on FU transect 1), also more tussocky; FU transect 2 had patchy burning overall
## 43 <NA>
## 44 <NA>
## 45 impossible to search larger area for seedlings with all the grass
## 46 <NA>
## 47 <NA>
## 48 <NA>
## 49 <NA>
## 50 <NA>
## 51 <NA>
## 52 <NA>
## 53 <NA>
## 54 <NA>
## 55 <NA>
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment.
## 62 site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment.
## 63 site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment.
## 64 site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment.
## 65 site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment.
## 66 site very tussocky and covered in sediment as we moved to the burned area. Char measurements may not be accurate because of sediment.
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 <NA>
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## 79 very high char on trees, but lots of remaining cones
## 80 <NA>
## 81 <NA>
## 82 <NA>
## 83 <NA>
## 84 <NA>
## 85 <NA>
## 86 <NA>
## 87 <NA>
## 88 <NA>
## 89 <NA>
## 90 <NA>
## 91 <NA>
## 92 <NA>
## 93 <NA>
## 94 <NA>
## 95 <NA>
## 96 <NA>
## 97 first plots in unburned area were in wet area
## 98 first plots in unburned area were in wet area
## 99 wet and shrubby; first plots in unburned area were in wet area
## 100 <NA>
## 101 <NA>
## 102 <NA>
## 103 area has standing live larch trees (low severity fire)
## 104 area has standing live larch trees (low severity fire)
## 105 area has standing live larch trees (low severity fire)
## 106 We could not find clean unburned edges, so we decided to just survey this fire scar to get familiar with the system and the variability. 7 pine recruits all < 20 cm tall.
## 107 <NA>
## 108 stand appears unburned, no char on pine or larch.
## 109 <NA>
## 110 Small aspen/birch measured with shrubs. Site description: site with aspen, birch, pine, and larch. Soil very lightlly colored. Lots of leaf litter. Pockets of aspen, birch, larch and areas with high larch/pine regen.
## 111 Heather: Tall, old living larch; many large fire-killed birch that had been growing in clumps - prev-fire kill? Many birch resprouts and LOTS of small aspen, very open. Ali: lots of small aspen; larch, pine, birch, diverse understory with deciduous forbs.
## 112 Small birch measured as shrubs. Heather: mostly birch that survived last fire. Hummocks. Few larch trees, lots of dead litter. Most woody debris is birch. Ali: hummocks, many larger birch, some with fire scars, small larch trees, diverse understory
## 113 Heather: few large larch trees, lots of aspen sprouts, most WD is aspen. Ali: lots of aspen saplings, diverse but sparse understory, few tall larches, "lots" of regen
## 114 Heather: open, mossy area with vacvit & vaculi; resprouting birch with some live larch; few larch recruits. Ali: open, some large surviving larch, some smaller, more mossy with rhogro, vaculi, vacvit, birch shrubs
## 115 Heather: larch overstory with patches of larch recruitment. Thick moss & vaculi, some resprouting birch. Ali: lots of standinglarch, some with fire scars, some birch, pockets of a lot of larch regen. Lots of vaculi, arcrub, aulpal. Also second moss species misxed with aulpal - Tomentipmum
## 116 Heather: Does not appear to have burned recently - no char, lots of lichen on larch, no char on birch, which are relatively big; "bamboo" forest; lots of vacvit in understory, little woody debris. Ali: more like bamboo forest - high density of small larch, understory primarily vacvit, some larger birch as well
## 117 Heather: Stand did not burn: no char, lichen on larch, big birch. Ali: mixed small-medium larch (< bamboo forest), some birch saplings --> trees, equpra, vacvit, salix, vaculi, and some moss understory
## 118 Heather: burned birch stand with many big birch still alive but clearly burned; few large larch, small birch resprouts coming out of fire-scarred trees, WD is birch. Ali: lots of large, senescing birch; some willow, one large larch (25+cm DBH); some larix regen; understory vacvit, rosaci, equpra, pyrasa, some char on large birch, many fallen birch.
## 119 Heather: appears to be low severity but with a mix of birch and larch; clumps of tall willows throughout; WD is mostly birch, recruits are small and lanky. Ali: many large, senescing birch with signs of char; several medium-large larix; some willow; understory fabaceae (lathyrus?), rosaci, vacvit, arcrub, equpra, char on larches
## 120 Heather: high crown severity - no live larch within 100m, some live birch that survived, lots of tall recruits, very open canopy, recruits often taller than 1.5m. Ali: several smallish (~10cm DBH) dead larch snags; many birch (saplings, trees, snags), some large birch w/o char; some salix, tons of larix regen; understory mostly grass, salix, a few others. Dead larch do have char at base.
## 121 Heather: very open, park-like with charred larch and birch, but mostly living trees; small recruits. Ali: more open, lots of large birch with char; larch regen ~medium, understory vacvit, fabaceae, rosaci, equpra, epilobium
## 122 Heather: mix of burned larch and birch - most WD is larch. Some surviving larch, birch. Ali: standing dead larch (med-large) with char; several midsize birch, salix shrubs, small birch saplings, understory: grass, arcrub, vacvit, fabaceae; larch regen present (0.5-1m tall)
## 123 Heather: many fire killed larch standing and on ground. Lots of recruits and resprouting birch; most of WD is larch. Ali: mix of larch snags and live larch; several birch as well; larch salix shrubs and many birch saplings; lots of downed wood. Understory is grass, fabaceae, epilobium, some moss, and linaea borealis
## 124 Heather: Many living larch of variable size; relatively open with some large birch, small resprouts. Ali: lots of standing larch trees (small-large) with char at bottom; few birches 10-15 cm DBH; salix shrubs; understory: vacvit, rosaci, fabaceae, rubus, and open duff, little regen
## 125 Heather: Bee/hornets nearby! Very open and park like, most of trees were unburned, only a few had char; mostly vacvit understory, NO recruits. Ali: Bees! Had to start over 50 m away; mid-large size large widely spaced & mostly alive; birch trees and saplings, not all larch have char - some do, mixed; Pine as well; understory is arcuva and vacvit; no regen
## 126 Heather: appears to be unburned birch stand, very few larch; few recruits; lots of leaf litter; some birch with char, but not many. Ali: dominated by large birch without char; A few ~10cm larch, old larch stumps without char; understory = vacvit, fabaceae, pyrasa, rosaci, a lily (maianthemum?), not much regen
## 127 Heather: lots of larch mortality; canopy pretty open; some surviving birch and larch; lots of recruits; lots of leaf litter; many recruits appear to be up on hummocks. Ali: many standing larch snags 10-20 cm DBH with char; some large birch (some with char), lots of birch/willow shrubs and CWD; understory: grassy, equpra, pyrasa, open. Looks like a lot of 0.5-1m larch regen.
## 128 plot shows no signs of burning; lots of windthrow on plot - many down and dead larch; SW section has a lot of blowndown trees; mostly larch in plot with birch at edges.
## 129 No signs of fire but some harvesting of large larch. Mixed plot with larch; pine, birch; some previous logged trees (stumps) near plot
## 130 A couple of large live pines outside of plot
## 131 Plot thick with regeneration of all types; hard to move around. Cuckoo bird.
## 132 <NA>
## 133 <NA>
## 134 Lots of larch regen! Not many standing dead. Big live mother tree nearby. Several large cut stumps with char.
## 135 Lots of downed coarse woody debris; tons of birch regen; sparse understory.
## 136 char ~ 2m high on many trees; Plot appears to have burned at some point but at very low severity. Did not complete this transect; only sampled -50 plot. Not in "high severity" area on map; but may have been burned. Char on downed logs and live larch. Very open area at center.
## 137 Did not sample further because we noticed that the "burned" area had been logged pre-burn.
## 138 No evidence of burning; mostly larch with a few birch. Bamboo forest with some birch mixed in; couple random big pines; Vacvit understory looks a bit more like Cherskiy.
## 139 Looks like high severity burn since almost all trees burned on ground. Large live tree just outside plot; lots of birch regen but also large larch recruits sticking up. TONS of CWD - hard to walk through.
## 140 Area appears to get wet - lots of grasses and low density; several large larch within 25-50m. Slightly wetter area with grass hummocks; more open; less CWD than +25 plot.
## 141 Several residual larch (live) in plot; lots of CWD
## 142 Lots of larch trees but not tightly spaced; open area; pretty; <1km from village.
## 143 Large birch and larch recruits; kind of open understory.
## 144 Fairly open; lots of downed debris and a few standing dead; very grassy; interesting shrub with catkins and large rose-looking fruits
## 145 Fairly open with some larger birch and larch
## 146 lots of short (1m) dead stems of larch that show signs of hare browse. Interesting to think about how browse might control population/successional dynamics. Saw 24 browsed stems in 1m radius. Bamboo forest; sparse understory (mostly larch litter). Seth sees char right beneath litter; but stand is older than 2002.
## 147 We think this site might have been a possible reburn. Several downed woody debris charred but also see standing dead with char taller than AP. Shrubs not as tall as in other burns.
## 148 lots of hare browse (old) on dead and alive larch stems <1m tall; finally a place with moss! N-facing slope; deeper SOL; more moss than other Yakutsk sites. Forest is larch dominated.
## 149 lots of small hummocks about 50 cm wide; likely from subsidence. Lots of recruits plus willow and birch; not many standing dead or big CWD - smaller forest burn?
## 150 Lumpy ground; lots of birch and willow and larch recruits
## 151 Still lumpy ground; lots of class III and IV woody debris; seems to be higher severity
## 152 Bamboo forest; a few slightly larger trees; vacvit and moss understory.
## 153 some aspen recruits noted outside of plot; very open and grassy in half of plot; soil very compact; some cut stumps (not charred)
## 154 <NA>
## 155 several alive mature larch near plot; soil less compact here; just an edge of wet area with tussocks
## 156 stand appears to have burned at low severity and is patchy; mature larch have no cones; very tiny trees; in small patch of low severity burn surround on all sides by high severity burn; see char on trees here so definitely burned
## 157 most larch recruits have hare browse at about 70-80 cm high; a lot of birch recruits appear to be resprouts because coming up in clumps
## 158 everything on ground is small larch or larger birch; birch is resprouting (see picture); few larch recruits
## 159 A bit more open; smaller birch (& don't see big downed trees); lots of tiny larch killed (see number of class III woody debris!)
## 160 Easy to walk around; lots of similar sized larch (3-10 cm DBH); a few birch mixed in; a couple pine and larch recruits around whole plot.
## 161 a couple of aspen near recruit plot but not within plot; some big larch recruits (and a huge charred larch stump nearby); a few live larch nearby; lots of birch regen; a few live large larch mixed in burn area
## 162 several large live larch trees and pine trees nearby; more aspen here; feels much drier and open; see regen of populus; pinus; larix
## 163 Lots of birch and larch regen; tons of woody debris; regen is taller than AP
## 164 We attempted to sample two or three locations within the Fish burn; but could not find a location that was forest prior to the burn. The areas we investigated using both reconnaissance by foot and the drone were all within a large alas
## 165 Plot near old channel so had to have two minus 25 plots to sample unburned area; lots of silt on vegetation in old channel but not much within plot. Plot has some sediment and fallen trees; tussocky.
## 166 Lots of dead wood; appears to be from flooding of nearby creek.
## 167 Plot appears mostly unburned; almost all trees are alive. Not best representation of a 25 m plot; probably best to consider as unburned and -25 plot as -50m plot; plus 50 as the real plus 25, etc. Our 0m location also appears to be burned. Transition area.
## 168 <NA>
## 169 <NA>
## 170 <NA>
## 171 <NA>
## 172 Sampled at 250 instead of 200m to avoid a wet area.
## 173 tussocky; alder shrub nightmare
## 174 More open; less alder; still tussocky
## 175 <NA>
## 176 <NA>
## 177 <NA>
## 178 <NA>
## 179 Getting very wet and tussocky; larch very spaced out; alder growing here
## 180 Increased dead larch density; shorter shrubs and tussocks; very wet
## 181 Area probably burned but low severity; standing larch with char and few larch recruits
## 182 plot burned but low severity; possibly flood too (new downed woody debris) but no silt
## 183 <NA>
## 184 <NA>
## 185 <NA>
## 186 Tons of deep sphagnum! About 14 cm; all sphagnum to thaw depth
## 187 Lots of grass; hummocky; one large CWD charred (pre-fire? not in survey area); some large recruits nearby with cones
## 188 <NA>
## 189 Definitely unburned; lots of alder; dense walking
## 190 This is already transition zone; some larger dead trees; also large survivors and recruits
## 191 <NA>
## 192 Lots of coarse woody debris; definite burned area; some tall recruits
## 193 <NA>
## 194 <NA>
## 195 <NA>
## 196 <NA>
## 197 this plot appears to have not been burned; very skinny strip of unburned forest near stream; burned area is up the ridge from unburned strip
## 198 plot appears burned at low severity
## 199 <NA>
## 200 <NA>
## 201 <NA>
## 202 Not a lot of recruits; wondering if our unburned plots down the hill are a true seed source?
## 203 <NA>
## 204 <NA>
## 205 <NA>
## 206 thin unburned strip slightly downhill from burned area; low density forest
## 207 dead and sparse trees still standing; not very severe fire
## 208 <NA>
## 209 <NA>
## 210 <NA>
## 211 <NA>
## 212 <NA>
## 213 <NA>
## 214 <NA>
## 215 Lots of standing water
## 216 <NA>
## 217 <NA>
## 218 <NA>
## 219 <NA>
## 220 wet area; no trees; T1 has very low density unburned area and looks like low density pre-burn; not a lot of coarse woody debris; many wet areas; low shrub cover
## 221 <NA>
## 222 <NA>
## 223 <NA>
## 224 <NA>
## 225 <NA>
## 226 <NA>
## 227 <NA>
## 228 <NA>
## sampling_notes
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 <NA>
## 8 <NA>
## 9 <NA>
## 10 <NA>
## 11 <NA>
## 12 <NA>
## 13 <NA>
## 14 <NA>
## 15 <NA>
## 16 <NA>
## 17 <NA>
## 18 <NA>
## 19 <NA>
## 20 Surveyor forgot to measure char_percent
## 21 <NA>
## 22 <NA>
## 23 <NA>
## 24 <NA>
## 25 <NA>
## 26 <NA>
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 FU transect 1 had too much silt from river flooding for fire effects to be determined; sampling at these location dropped
## 34 FU transect 1 had too much silt from river flooding for fire effects to be determined; sampling at these location dropped
## 35 <NA>
## 36 <NA>
## 37 <NA>
## 38 Surveyor forgot to measure slope and aspect
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 <NA>
## 43 <NA>
## 44 <NA>
## 45 <NA>
## 46 <NA>
## 47 <NA>
## 48 <NA>
## 49 <NA>
## 50 <NA>
## 51 <NA>
## 52 <NA>
## 53 <NA>
## 54 <NA>
## 55 <NA>
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 <NA>
## 62 Surveyor forgot to measure char_percent
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 <NA>
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 Surveyor forgot to measure slope and aspect and char
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## 79 Surveyor forgot to measure char_percent
## 80 <NA>
## 81 <NA>
## 82 <NA>
## 83 <NA>
## 84 <NA>
## 85 <NA>
## 86 <NA>
## 87 <NA>
## 88 <NA>
## 89 <NA>
## 90 <NA>
## 91 <NA>
## 92 <NA>
## 93 <NA>
## 94 <NA>
## 95 <NA>
## 96 Surveyor forgot to measure char_percent
## 97 <NA>
## 98 <NA>
## 99 <NA>
## 100 <NA>
## 101 <NA>
## 102 <NA>
## 103 <NA>
## 104 <NA>
## 105 Surveyor forgot to measure char_percent
## 106 <NA>
## 107 <NA>
## 108 <NA>
## 109 <NA>
## 110 <NA>
## 111 <NA>
## 112 <NA>
## 113 <NA>
## 114 <NA>
## 115 <NA>
## 116 <NA>
## 117 <NA>
## 118 <NA>
## 119 <NA>
## 120 <NA>
## 121 Surveyor forgot to measure slope and aspect; no elevation measurement from GPS
## 122 <NA>
## 123 <NA>
## 124 <NA>
## 125 <NA>
## 126 <NA>
## 127 <NA>
## 128 trees other than larch <2cm DBH measured in shrubs plot
## 129 <NA>
## 130 <NA>
## 131 live trees with DBH ~5cm or less are new recruits
## 132 <NA>
## 133 <NA>
## 134 <NA>
## 135 <NA>
## 136 noting char now on live trees "unburned forest"; no age on any transect except transect 1 because taking too long
## 137 Did not complete this plot.
## 138 Shorter transect due to time constraints (had to walk in 2.5 km in afternoon); then stuck with shorter transect sampling for remainder of Yakutsk sampling
## 139 Noticed a lot of hare browse on larch recruits.
## 140 <NA>
## 141 Almost all recruits have been browsed by hare; chose unbrowsed seedlings for measurements and wood slabs
## 142 <NA>
## 143 <NA>
## 144 <NA>
## 145 <NA>
## 146 <NA>
## 147 Do not trust thaw depth here because soils were very sandy.
## 148 8 stems browsed per 1m radius!
## 149 <NA>
## 150 <NA>
## 151 <NA>
## 152 fourteen dead stems in 1m radius browsed by hare.
## 153 <NA>
## 154 <NA>
## 155 <NA>
## 156 <NA>
## 157 <NA>
## 158 <NA>
## 159 <NA>
## 160 <NA>
## 161 <NA>
## 162 <NA>
## 163 <NA>
## 164 we decided not to continue sampling this location after realizing burned area was an alas
## 165 Ran 20m transect EW instead of NS to avoid stream.
## 166 <NA>
## 167 <NA>
## 168 <NA>
## 169 <NA>
## 170 <NA>
## 171 <NA>
## 172 <NA>
## 173 <NA>
## 174 <NA>
## 175 <NA>
## 176 <NA>
## 177 <NA>
## 178 <NA>
## 179 <NA>
## 180 <NA>
## 181 <NA>
## 182 <NA>
## 183 <NA>
## 184 <NA>
## 185 <NA>
## 186 Surveyor forgot to measure slope and aspect and char
## 187 <NA>
## 188 <NA>
## 189 <NA>
## 190 <NA>
## 191 <NA>
## 192 <NA>
## 193 <NA>
## 194 <NA>
## 195 <NA>
## 196 <NA>
## 197 <NA>
## 198 <NA>
## 199 <NA>
## 200 <NA>
## 201 <NA>
## 202 <NA>
## 203 <NA>
## 204 <NA>
## 205 <NA>
## 206 <NA>
## 207 <NA>
## 208 <NA>
## 209 <NA>
## 210 <NA>
## 211 <NA>
## 212 <NA>
## 213 <NA>
## 214 <NA>
## 215 <NA>
## 216 <NA>
## 217 <NA>
## 218 <NA>
## 219 <NA>
## 220 <NA>
## 221 <NA>
## 222 <NA>
## 223 <NA>
## 224 <NA>
## 225 <NA>
## 226 <NA>
## 227 <NA>
## 228 <NA>field_data_ch = field_data %>% group_by(year) %>% filter(region == "Cherskiy")field_data_ch## # A tibble: 167 x 20
## # Groups: year [2]
## month day year region site burn_year up_flood transect plot book
## <fct> <int> <int> <fct> <fct> <int> <fct> <int> <fct> <fct>
## 1 june 25 2018 Chers~ CN 2001 Upland 1 -50 Sibe~
## 2 june 25 2018 Chers~ CN 2001 Upland 1 -25 Sibe~
## 3 june 25 2018 Chers~ CN 2001 Upland 1 25 Sibe~
## 4 june 25 2018 Chers~ CN 2001 Upland 1 50 Sibe~
## 5 june 25 2018 Chers~ CN 2001 Upland 1 75 Sibe~
## 6 june 25 2018 Chers~ CN 2001 Upland 1 100 Sibe~
## 7 june 25 2018 Chers~ CN 2001 Upland 1 150 Sibe~
## 8 june 25 2018 Chers~ CN 2001 Upland 1 200 Sibe~
## 9 june 29 2018 Chers~ Gonzo 2001 Upland 1 -50 Sibe~
## 10 june 29 2018 Chers~ Gonzo 2001 Upland 1 -25 Sibe~
## # ... with 157 more rows, and 10 more variables: slope <int>,
## # aspect <fct>, char_percent <int>, photopoint_files <fct>,
## # longitude <dbl>, latitude <dbl>, elevation <dbl>,
## # location_notes <fct>, site_notes <fct>, sampling_notes <fct>site_CN_2001 = field_data_ch %>% group_by(site) %>% filter(site == "CN")
site_CN_2001## # A tibble: 24 x 20
## # Groups: site [1]
## month day year region site burn_year up_flood transect plot book
## <fct> <int> <int> <fct> <fct> <int> <fct> <int> <fct> <fct>
## 1 june 25 2018 Chers~ CN 2001 Upland 1 -50 Sibe~
## 2 june 25 2018 Chers~ CN 2001 Upland 1 -25 Sibe~
## 3 june 25 2018 Chers~ CN 2001 Upland 1 25 Sibe~
## 4 june 25 2018 Chers~ CN 2001 Upland 1 50 Sibe~
## 5 june 25 2018 Chers~ CN 2001 Upland 1 75 Sibe~
## 6 june 25 2018 Chers~ CN 2001 Upland 1 100 Sibe~
## 7 june 25 2018 Chers~ CN 2001 Upland 1 150 Sibe~
## 8 june 25 2018 Chers~ CN 2001 Upland 1 200 Sibe~
## 9 july 8 2018 Chers~ CN 2001 Upland 2 -60 Sibe~
## 10 july 8 2018 Chers~ CN 2001 Upland 2 -35 Sibe~
## # ... with 14 more rows, and 10 more variables: slope <int>, aspect <fct>,
## # char_percent <int>, photopoint_files <fct>, longitude <dbl>,
## # latitude <dbl>, elevation <dbl>, location_notes <fct>,
## # site_notes <fct>, sampling_notes <fct>site_ANS_2003 = field_data_ch %>% group_by(site) %>% filter(site == "ANS")
site_ANS_2003## # A tibble: 24 x 20
## # Groups: site [1]
## month day year region site burn_year up_flood transect plot book
## <fct> <int> <int> <fct> <fct> <int> <fct> <int> <fct> <fct>
## 1 june 22 2019 Chers~ ANS 2003 Floodpl~ 1 -25a Sibe~
## 2 june 22 2019 Chers~ ANS 2003 Floodpl~ 1 -25b Sibe~
## 3 june 22 2019 Chers~ ANS 2003 Floodpl~ 1 25 Sibe~
## 4 june 22 2019 Chers~ ANS 2003 Floodpl~ 1 50 Sibe~
## 5 june 22 2019 Chers~ ANS 2003 Floodpl~ 1 75 Sibe~
## 6 june 22 2019 Chers~ ANS 2003 Floodpl~ 1 100 Sibe~
## 7 june 22 2019 Chers~ ANS 2003 Floodpl~ 1 150 Sibe~
## 8 june 22 2019 Chers~ ANS 2003 Floodpl~ 1 250 Sibe~
## 9 june 23 2019 Chers~ ANS 2003 Floodpl~ 2 -50 Sibe~
## 10 june 23 2019 Chers~ ANS 2003 Floodpl~ 2 -25 Sibe~
## # ... with 14 more rows, and 10 more variables: slope <int>, aspect <fct>,
## # char_percent <int>, photopoint_files <fct>, longitude <dbl>,
## # latitude <dbl>, elevation <dbl>, location_notes <fct>,
## # site_notes <fct>, sampling_notes <fct>site_alnus_1984 = field_data_ch %>% group_by(site) %>% filter(site == "Alnus")
site_alnus_1984## # A tibble: 8 x 20
## # Groups: site [1]
## month day year region site burn_year up_flood transect plot book
## <fct> <int> <int> <fct> <fct> <int> <fct> <int> <fct> <fct>
## 1 june 24 2019 Chers~ Alnus 1984 Floodpl~ 1 -50 Sibe~
## 2 june 24 2019 Chers~ Alnus 1984 Floodpl~ 1 -25 Sibe~
## 3 june 24 2019 Chers~ Alnus 1984 Floodpl~ 1 25 Sibe~
## 4 june 24 2019 Chers~ Alnus 1984 Floodpl~ 1 50 Sibe~
## 5 june 24 2019 Chers~ Alnus 1984 Floodpl~ 1 75 Sibe~
## 6 june 24 2019 Chers~ Alnus 1984 Floodpl~ 1 100 Sibe~
## 7 june 24 2019 Chers~ Alnus 1984 Floodpl~ 1 150 Sibe~
## 8 june 24 2019 Chers~ Alnus 1984 Floodpl~ 1 200 Sibe~
## # ... with 10 more variables: slope <int>, aspect <fct>,
## # char_percent <int>, photopoint_files <fct>, longitude <dbl>,
## # latitude <dbl>, elevation <dbl>, location_notes <fct>,
## # site_notes <fct>, sampling_notes <fct>site_bp_1983 = field_data_ch %>% group_by(site) %>% filter(site == "BP")
site_bp_1983## # A tibble: 16 x 20
## # Groups: site [1]
## month day year region site burn_year up_flood transect plot book
## <fct> <int> <int> <fct> <fct> <int> <fct> <int> <fct> <fct>
## 1 june 25 2019 Chers~ BP 1983 Upland 1 -25b Sibe~
## 2 june 25 2019 Chers~ BP 1983 Upland 1 -25a Sibe~
## 3 june 25 2019 Chers~ BP 1983 Upland 1 25 Sibe~
## 4 june 25 2019 Chers~ BP 1983 Upland 1 50 Sibe~
## 5 june 25 2019 Chers~ BP 1983 Upland 1 75 Sibe~
## 6 june 25 2019 Chers~ BP 1983 Upland 1 100 Sibe~
## 7 june 25 2019 Chers~ BP 1983 Upland 1 150 Sibe~
## 8 june 25 2019 Chers~ BP 1983 Upland 1 200 Sibe~
## 9 june 25 2019 Chers~ BP 1983 Upland 2 -25b Sibe~
## 10 june 25 2019 Chers~ BP 1983 Upland 2 -25a Sibe~
## 11 june 25 2019 Chers~ BP 1983 Upland 2 25 Sibe~
## 12 june 25 2019 Chers~ BP 1983 Upland 2 50 Sibe~
## 13 june 25 2019 Chers~ BP 1983 Upland 2 75 Sibe~
## 14 june 25 2019 Chers~ BP 1983 Upland 2 100 Sibe~
## 15 june 25 2019 Chers~ BP 1983 Upland 2 150 Sibe~
## 16 june 25 2019 Chers~ BP 1983 Upland 2 200 Sibe~
## # ... with 10 more variables: slope <int>, aspect <fct>,
## # char_percent <int>, photopoint_files <fct>, longitude <dbl>,
## # latitude <dbl>, elevation <dbl>, location_notes <fct>,
## # site_notes <fct>, sampling_notes <fct>ans_2003_pt <- SpatialPointsDataFrame(site_ANS_2003[,15:16],site_ANS_2003, proj4string = CRS(wgs_proj))cn_2001_pt <- SpatialPointsDataFrame(site_CN_2001[,15:16],site_CN_2001, proj4string = CRS(wgs_proj))alnus_1984_pt <- SpatialPointsDataFrame(site_alnus_1984[,15:16],site_alnus_1984, proj4string = CRS(wgs_proj))bp_1983_pt <- SpatialPointsDataFrame(site_bp_1983[,15:16],site_bp_1983, proj4string = CRS(wgs_proj))plot(cn_2001_pt)
plot(ans_2003_pt)
plot(alnus_1984_pt)
ans_2003_ee <- spTransform(ans_2003_pt, CRS(ee_russia))cn_2001_ee <- spTransform(cn_2001_pt, CRS(ee_russia))alnus_1984_ee <- spTransform(alnus_1984_pt, CRS(ee_russia))bp_1983_ee <- spTransform(bp_1983_pt, CRS(ee_russia))RGB rasters
alnus_tr1_f07 = raster("../data/rgb/ALN_TR1_FL007.tif")
brp_tr2_f12 = raster("../data/rgb/BRP_TR2_FL012.tif")
cn_tr1_f16 = raster("../data/rgb/CYN_TR1_FL016.tif")
cn_tr2_f17 = raster("../data/rgb/CYN_TR2_FL017.tif")
cn_tr1_f15 = raster("../data/rgb/CYN_TR1_FL015.tif")alnus_tr1_f07## class : RasterLayer
## band : 1 (of 3 bands)
## dimensions : 18258, 17105, 312303090 (nrow, ncol, ncell)
## resolution : 0.0328462, 0.0328462 (x, y)
## extent : 2197389, 2197950, 2446583, 2447183 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/ALN_TR1_FL007.tif
## names : ALN_TR1_FL007
## values : 0, 255 (min, max)brp_tr2_f12## class : RasterLayer
## band : 1 (of 3 bands)
## dimensions : 21340, 20030, 427440200 (nrow, ncol, ncell)
## resolution : 0.0319336, 0.0319336 (x, y)
## extent : 2161162, 2161801, 2439193, 2439875 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/BRP_TR2_FL012.tif
## names : BRP_TR2_FL012
## values : 0, 255 (min, max)cn_tr1_f16## class : RasterLayer
## band : 1 (of 3 bands)
## dimensions : 25812, 25953, 669898836 (nrow, ncol, ncell)
## resolution : 0.0168213, 0.0168213 (x, y)
## extent : 2141025, 2141462, 2497201, 2497636 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/CYN_TR1_FL016.tif
## names : CYN_TR1_FL016
## values : 0, 255 (min, max)cn_tr2_f17## class : RasterLayer
## band : 1 (of 3 bands)
## dimensions : 30390, 27734, 842836260 (nrow, ncol, ncell)
## resolution : 0.0154314, 0.0154314 (x, y)
## extent : 2140660, 2141088, 2497750, 2498219 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/CYN_TR2_FL017.tif
## names : CYN_TR2_FL017
## values : 0, 255 (min, max)cn_tr1_f15 ## class : RasterLayer
## band : 1 (of 3 bands)
## dimensions : 35602, 36482, 1298832164 (nrow, ncol, ncell)
## resolution : 0.032888, 0.032888 (x, y)
## extent : 2140583, 2141783, 2496902, 2498073 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/CYN_TR1_FL015.tif
## names : CYN_TR1_FL015
## values : 0, 255 (min, max)ans_tr2_f04 = raster("../data/rgb/ALN_TR2_FL004.tif")
ans_tr2_f05 = raster("../data/rgb/ALN_TR2_FL005.tif")
ans_tr3_f06 = raster("../data/rgb/ALN_TR3_FL006.tif")
brp_tr1_f09 = raster("../data/rgb/BRP_TR1_FL009.tif")ans_tr2_f04## class : RasterLayer
## band : 1 (of 3 bands)
## dimensions : 12627, 12194, 153973638 (nrow, ncol, ncell)
## resolution : 0.0487678, 0.0487678 (x, y)
## extent : 2238043, 2238637, 2444856, 2445471 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/ALN_TR2_FL004.tif
## names : ALN_TR2_FL004
## values : 0, 255 (min, max)ans_tr3_f06## class : RasterLayer
## band : 1 (of 3 bands)
## dimensions : 17392, 16495, 286881040 (nrow, ncol, ncell)
## resolution : 0.0319309, 0.0319309 (x, y)
## extent : 2234704, 2235231, 2440785, 2441341 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/ALN_TR3_FL006.tif
## names : ALN_TR3_FL006
## values : 0, 255 (min, max)brp_tr1_f09## class : RasterLayer
## band : 1 (of 3 bands)
## dimensions : 25849, 25065, 647905185 (nrow, ncol, ncell)
## resolution : 0.0333514, 0.0333514 (x, y)
## extent : 2160980, 2161816, 2438612, 2439474 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/rgb/BRP_TR1_FL009.tif
## names : BRP_TR1_FL009
## values : 0, 255 (min, max)Multispectral Raster Data
alnus_f08_multi = raster("../data/multispectral/RU_ALN_TR1_FL008M/RU_ALN_TR1_FL008M_transparent_mosaic_green.tif")alnus_f08_multi## class : RasterLayer
## band : 1 (of 2 bands)
## dimensions : 7151, 6029, 43113379 (nrow, ncol, ncell)
## resolution : 0.06039, 0.06039 (x, y)
## extent : 2197485, 2197849, 2446655, 2447087 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/multispectral/RU_ALN_TR1_FL008M/RU_ALN_TR1_FL008M_transparent_mosaic_green.tif
## names : RU_ALN_TR1_FL008M_transparent_mosaic_green
## values : 0, 65535 (min, max)cn_f16_multi = raster("../data/multispectral/RU_CYN_TR1_FL016B/RU_CYN_TR1_FL016B_transparent_mosaic_green.tif")cn_f16_multi## class : RasterLayer
## band : 1 (of 2 bands)
## dimensions : 4468, 4885, 21826180 (nrow, ncol, ncell)
## resolution : 0.06286, 0.06286 (x, y)
## extent : 2141097, 2141404, 2497278, 2497559 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/multispectral/RU_CYN_TR1_FL016B/RU_CYN_TR1_FL016B_transparent_mosaic_green.tif
## names : RU_CYN_TR1_FL016B_transparent_mosaic_green
## values : 0, 65535 (min, max)cn_f17_multi = raster("../data/multispectral/RU_CYN_TR2_FL017B/RU_CYN_TR2_FL017B_transparent_mosaic_green.tif")cn_f17_multi## class : RasterLayer
## band : 1 (of 2 bands)
## dimensions : 7112, 6319, 44940728 (nrow, ncol, ncell)
## resolution : 0.0603, 0.0603 (x, y)
## extent : 2140707, 2141088, 2497749, 2498178 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/multispectral/RU_CYN_TR2_FL017B/RU_CYN_TR2_FL017B_transparent_mosaic_green.tif
## names : RU_CYN_TR2_FL017B_transparent_mosaic_green
## values : 0, 65535 (min, max)cn_f20_multi = raster("../data/multispectral/RU_CYN_TR1_FL020M/RU_CYN_TR1_FL020M_transparent_mosaic_green.tif")cn_f20_multi## class : RasterLayer
## band : 1 (of 2 bands)
## dimensions : 4935, 4242, 20934270 (nrow, ncol, ncell)
## resolution : 0.06854, 0.06854 (x, y)
## extent : 2141081, 2141372, 2497265, 2497604 (xmin, xmax, ymin, ymax)
## crs : +proj=aea +lat_1=50 +lat_2=70 +lat_0=56 +lon_0=100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs +ellps=WGS84 +towgs84=0,0,0
## source : E:/AnnaTalucci/R_GitHub/FLARE-UAVs-veg/data/multispectral/RU_CYN_TR1_FL020M/RU_CYN_TR1_FL020M_transparent_mosaic_green.tif
## names : RU_CYN_TR1_FL020M_transparent_mosaic_green
## values : 0, 65535 (min, max)Plots
Aluns 1984
Flight 8 - Multispectral Flight 7 - RGB FIeld Points from Transect 1
All seem to align!
plot(alnus_f08_multi) # the plot function lets you view the maps
plot(alnus_1984_ee, add=TRUE)
plot(alnus_tr1_f07)
plot(alnus_1984_ee, add=TRUE)
plot(alnus_f08_multi) # the plot function lets you view the maps
plot(alnus_tr1_f07, add=TRUE)
plot(alnus_1984_ee, add=TRUE)
CN 2001
- Flight 16 multispectral (Transect 1)
- Flight 17 multispectral (transect 2)
- Flight 20 multispectral (transect 1)
- Flight 16 RGB (Transect 1)
- Flight 17 RGB (Transect 2)
- Flight 15 RGB (transect 1)
Flight 16 and 20 (Transect 1)
RGB
plot(cn_tr1_f15)
plot(cn_2001_ee, add=TRUE)
plot(cn_tr1_f15)
plot(cn_f20_multi, add=TRUE)
plot(cn_2001_ee, add=TRUE)
Match up between Flight 20 multispectral, Flight 15 RGB, and field sites!
plot(cn_tr1_f16)
plot(cn_2001_ee, add=TRUE)
One field site missed by flight for RGB
Multi
plot(cn_f16_multi) # the plot function lets you view the maps
plot(cn_2001_ee, add=TRUE)
One field site missed by flight for multispectral for flight 16
plot(cn_f20_multi) # the plot function lets you view the maps
plot(cn_2001_ee, add=TRUE)
Flight 20 multispectral covers all field plots, ### Flight 17 (transect 2)
RGB and Field
plot(cn_tr2_f17) # the plot function lets you view the maps
plot(cn_2001_ee, add=TRUE)
Multi and Field
plot(cn_f17_multi) # the plot function lets you view the maps
plot(cn_2001_ee, add=TRUE)
plot(cn_f17_multi)
plot(cn_tr2_f17, add=TRUE)
plot(cn_2001_ee, add=TRUE)
BP 1983 (field; (1985 elena))
Flight 12
RGB
plot(brp_tr2_f12)
plot(bp_1983_ee, add=TRUE)
plot(brp_tr1_f09 )
plot(bp_1983_ee, add=TRUE)
ANS 2003
RGB only
plot(ans_tr2_f04)
plot(ans_2003_ee, add=TRUE)
plot(ans_tr2_f05)
plot(ans_2003_ee, add=TRUE)
plot(ans_tr3_f06)
plot(ans_2003_ee, add=TRUE)
Notes to self for process
- Resample to equal pixel size
- Calculate GCC
- Calculate NDVI
- Buffer field sites to clip image
- Buffer field sites to extract data